I'm part of a team developing a healthcare web application that includes features like scheduling appointments, storing medical reports, maintaining detailed medical history, and predicting potential diseases using advanced machine learning algorithms and natural language processing (NLP). We're using technologies such as Django, Node.js, React.js, OpenCV, Google Vision API, spaCy/NLTK, and BERT.
Integrate spaCy or BERT by first preprocessing medical text data. Install necessary libraries in Django, develop views/APIs to process text inputs, execute NLP tasks (e.g., entity recognition with spaCy, context understanding with BERT), and present results via Django templates/API responses. Ensure data security and compliance with healthcare regulations, optimizing for performance and scalability.
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